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ICEbox: Individual Conditional Expectation Plot Toolbox

Implements Individual Conditional Expectation (ICE) plots, a tool for visualizing the model estimated by any supervised learning algorithm. ICE plots refine Friedman's partial dependence plot by graphing the functional relationship between the predicted response and a covariate of interest for individual observations. Specifically, ICE plots highlight the variation in the fitted values across the range of a covariate of interest, suggesting where and to what extent they may exist.

Version: 1.1.5
Depends: sfsmisc
Suggests: randomForest, MASS
Published: 2022-08-22
DOI: 10.32614/CRAN.package.ICEbox
Author: Alex Goldstein, Adam Kapelner, Justin Bleich
Maintainer: Adam Kapelner <kapelner at qc.cuny.edu>
License: GPL-2 | GPL-3
NeedsCompilation: no
Citation: ICEbox citation info
Materials: ChangeLog
In views: MachineLearning
CRAN checks: ICEbox results

Documentation:

Reference manual: ICEbox.pdf

Downloads:

Package source: ICEbox_1.1.5.tar.gz
Windows binaries: r-devel: ICEbox_1.1.5.zip, r-release: ICEbox_1.1.5.zip, r-oldrel: ICEbox_1.1.5.zip
macOS binaries: r-release (arm64): ICEbox_1.1.5.tgz, r-oldrel (arm64): ICEbox_1.1.5.tgz, r-release (x86_64): ICEbox_1.1.5.tgz, r-oldrel (x86_64): ICEbox_1.1.5.tgz
Old sources: ICEbox archive

Reverse dependencies:

Reverse suggests: pdp

Linking:

Please use the canonical form https://CRAN.R-project.org/package=ICEbox to link to this page.

These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.